{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(style='white', context='notebook', rc={'figure.figsize':(14,10)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_vectors = np.load(open('../data/cat_vectors_2d.npy', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta_df = pd.read_csv(\"../data/categories_meta.tsv\", sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#? sns.scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(\n",
    "    x=cat_vectors[:,0].tolist(),\n",
    "    y=cat_vectors[:, 1].tolist(),\n",
    "    hue=meta_df.top_category.to_list(),\n",
    "    size=1 + (meta_df.category == 'Мототехника') + (meta_df.category == 'Транспорт')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from goods_categorizer.config import DATA_DIR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from goods_categorizer.vectorizer.vectorizer import Vectorizer\n",
    "from goods_categorizer.vectorizer.dm_reduction import DmReduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectors = np.load(open('../data/vectors.npy', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "items_df = pd.read_json(\"../data/good_items.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = Vectorizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "reducer = DmReduction(os.path.join(DATA_DIR, 'mapper.pkl'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "vec = vectorizer.model.encode(\"Художественная литература\".lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = cosine_similarity([vec], vectors)[0]\n",
    "top_ids = np.argsort(scores)[-5:][::-1]\n",
    "top_scores = scores[top_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item</th>\n",
       "      <th>category</th>\n",
       "      <th>top_category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Детская художественная литература</td>\n",
       "      <td>Развитие и обучение</td>\n",
       "      <td>Детские товары</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Познавательная литература</td>\n",
       "      <td>Развитие и обучение</td>\n",
       "      <td>Детские товары</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>Творог</td>\n",
       "      <td>Молочная гастрономия</td>\n",
       "      <td>Продукты</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Фрески</td>\n",
       "      <td>Хобби и творчество</td>\n",
       "      <td>Детские товары</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Бумага для рисования</td>\n",
       "      <td>Хобби и творчество</td>\n",
       "      <td>Детские товары</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   item              category    top_category\n",
       "516   Детская художественная литература   Развитие и обучение  Детские товары\n",
       "522           Познавательная литература   Развитие и обучение  Детские товары\n",
       "1459                             Творог  Молочная гастрономия        Продукты\n",
       "662                              Фрески    Хобби и творчество  Детские товары\n",
       "670                Бумага для рисования    Хобби и творчество  Детские товары"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "items_df.iloc[top_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-0.6909884214401245, -0.6534324288368225]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "red = reducer.mapper.transform([vec]).tolist()[0]\n",
    "red"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(\n",
    "    x=cat_vectors[:,0].tolist() + [red[0]],\n",
    "    y=cat_vectors[:, 1].tolist() + [red[1]],\n",
    "    hue=meta_df.top_category.to_list() + [\"NEW\"],\n",
    "    size=[1] * len(cat_vectors) + [2]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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